Update app.py

app.py

@@ -52,7 +52,8 @@ def analyze_image(img):
     return result_image
     
 title = "Interactive demo: Document Layout Analysis with DiT"
-description = "This is a demo for Microsoft's Document Image Transformer (DiT)."
+description = "Demo for Microsoft's DiT, the Document Image Transformer for state-of-the-art document understanding tasks. This particular model is fine-tuned on PubLayNet, a large dataset for document layout analysis. To use it, simply upload an image or use the example image below and click 'Submit'. Results will show up in a few seconds. If you want to make the output bigger, right-click on it and select 'Open image in new tab'."
+article = "<p style='text-align: center'><a href='https://arxiv.org/abs/2203.02378' target='_blank'>DiT: Self-supervised Pre-training for Document Image Transformer</a> | <a href='https://github.com/microsoft/unilm/dit' target='_blank'>Github Repo</a></p>"
 examples =[['publaynet_example.jpeg']]
 
 iface = gr.Interface(fn=analyze_image,